Evidence map›Paper›PMID 42174270›Full record

ArticleDiscover nano2026

Intelligent predictive neural network analysis on LTNE impacts on thermophoretic particle deposition in HFE 7100 nanofluid with Co

Saba Liaqat, Bouthaina Dammak, Muhammad Sabaoon Khan, Walid Abdelfattah, Joy Djuansjah, Ilyas Khan, Munawar Abbas, Nidhal Ben Khedher

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Discover nano, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Saba LiaqatDepartment of Computer Engineering, Biruni University, 34010, Istanbul, Turkey. sabaliaqat516@gmail.com.
Bouthaina DammakDepartment of Computer Science, Applied College, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Kingdom of Saudi Arabia.
Muhammad Sabaoon KhanDepartment of Civil Engineering, Kardan University, Kabul, Afghanistan. m.sabaoon@kardan.edu.af.
Walid AbdelfattahDepartment of Mathematics, College of Science, Northern Border University, Arar, Kingdom of Saudi Arabia.
Joy DjuansjahCollege of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Kingdom of Saudi Arabia.
Ilyas KhanHourani Center for Applied Scientific Research, Al-Ahliyya Amman University, Amman, Jordan.
Munawar AbbasDepartment of Mathematics, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, 602105, Tamil Nadu, India.
Nidhal Ben KhedherMechanical Engineering Department, College of Engineering, University of Ha'il, P.O. Box 2440, Ha'il, 81441, Kingdom of Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examines the outcome of heat generation on thermophoretic particle deposition in Co

Indexed as

Artificial neural networkCo3O4/HFE-7100 based nanofluidLocal thermal equilibrium conditionsThermophoresis particle deposition Heat source

Identifiers

PMID42174270
PMCPMC13197498

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.